{
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"
    }
   },
   "cell_type": "markdown",
   "id": "420615ba-680f-4b26-b4a7-6b36a7e637ad",
   "metadata": {},
   "source": [
    "![image.png](attachment:9a3df3a2-1e32-464b-81c2-3255f5d1a8e1.png)\n",
    "\n",
    "\n",
    "LangGraph 是一个有用于构建有状态和多角色的 Agents 应用，它并不是一个独立于 Langchain 的新框架，而是基于 Langchain 之上构建的一个扩展库，可以与 Langchain 现有的链（Chains）、LangChain Expression Language（LCEL）等无缝协作。LangGraph 能够协调多个 Chain、Agent、Tool 等共同协作来完成输入任务，支持 LLM 调用“循环”和 Agent 过程的更精细化控制。\n",
    "\n",
    "LangGraph 的实现方式是把之前基于 AgentExecutor 的黑盒调用过程，用一种新的形式来构建：状态图（StateGraph）。把基于 LLM 的任务（比如：RAG、代码生成等）细节用 Graph 进行精确的定义（定义图的节点与边），最后基于这个图来编译生成应用。在任务运行过程中，维持一个中央状态对象(state)，会根据节点的跳转不断更新，状态包含的属性可自行定义\n",
    "\n",
    "LangGraph发布，多代理工作流框架助力应用开发者在应用层搭建自己的多专家模型。LangGraph提供Python和JS版本，支持包含循环的LLM工作流创建。多代理工作流通过独立代理节点和连接表示，有助于开发概念模型。GPT-Newspaper和CrewAI两个基于LangGraph构建的第三方应用程序示例。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5b557ef-c24f-47e4-aeaf-7c828d40081b",
   "metadata": {},
   "source": [
    "## LangGraph 的几个基本概念：\n",
    "\n",
    "StateGraph：代表整个状态图的基础类。\n",
    "\n",
    "Nodes：节点。有了图之后，可以向图中添加节点，节点通常是一个可调用的函数、一个可运行的 Chain 或 Agent。有一个特殊的节点叫END，进入这个节点，代表运行结束。\n",
    "\n",
    "在上图中，推理函数调用、调用检索器、生成响应内容、问题重写等都是其中的任务节点。\n",
    "\n",
    "Edges：边。有了节点后，需要向图中添加边，边代表从上一个节点跳转到下一个节点的关系。目前有三种类型的边：\n",
    "\n",
    "Starting Edge、一种特殊的边。用来定义任务运行的开始节点，它没有上一个节点。\n",
    "\n",
    "Normal Edge：普通边。代表上一个节点运行完成后立即进入下一个节点。比如在调用 Tools 后获得结果后，立刻进入 LLM 推理节点。\n",
    "\n",
    "Conditional Edge：条件边。代表上一个节点运行完成后，需要根据条件跳转到某个节点，因此这种边不仅需要上游节点、下游节点，还需要一个条件函数，根据条件函数的返回来决定下游节点。\n",
    "\n",
    "在上图中，Check Relevance 就是一个条件边，它的上游节点是检索相关文档，条件函数是判断文档是否相关，如果相关，则进入下游节点【产生回答】；如果不相关，则进入下游节点【重写输入问题】。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6d3a6f73-1c70-425a-a9d1-40fb221adcb1",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain_openai import ChatOpenAI, OpenAI\n",
    "\n",
    "openai_api_key = \"EMPTY\"\n",
    "openai_api_base = \"http://127.0.0.1:1234/v1\"\n",
    "llm = ChatOpenAI(\n",
    "    openai_api_key=openai_api_key,\n",
    "    openai_api_base=openai_api_base,\n",
    "    temperature=0.3,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "eae69742-e084-4c44-a394-4d1724621ef7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'title': '郭德纲_百度百科',\n",
       "  'content': '郭德纲，1973年1月18日出生于中国天津市，祖籍中国山西省，中国内地相声演员、导演、编剧、歌手、演员、主持人、北京德云社创始人。. 1979年，开始学艺。. 1989年，到红桥文化馆工作。. 1998年，创办北京相声大会（德云社前身）。. 2000年，开始与于谦合作 ...',\n",
       "  'url': 'https://baike.baidu.com/item/%E9%83%AD%E5%BE%B7%E7%BA%B2/175780'},\n",
       " {'title': '郭德纲21年相声精选免费在线收听-喜马拉雅',\n",
       "  'content': '郭德纲21年相声精选 强势来袭！ 老郭经典相声，入坑必备！ 每一集都有你意料之外的包袱. 每一场都是德云粉丝的必修课. 每一句都是老郭的经典爆笑演绎. 每一秒都是你不容错过的快乐时光. 本专辑为喜马拉雅【音频独家】节目. 【德云更多精彩专辑，点击直达】 更多全部. 声音 （144） 评价 （1w+） 正序 | 倒序. 1. 《败家子儿》 郭德纲 于谦. 9844.7万. 2017-08. …',\n",
       "  'url': 'https://www.ximalaya.com/xiangsheng/9723091/'},\n",
       " {'title': '郭德纲-哔哩哔哩_Bilibili',\n",
       "  'content': '郭德纲 经典相声合集. 黑夜星宿 · 2019-1-4. 3020.3万 6.8万. 60:27:36. 郭德纲 和于谦合说的相声. 夏后氏姒文命 · 2019-1-31. 6.4万 3. 01:26:24. 郭德纲 于谦 相声《买豆汁》 高音质 安睡版. 今晚睡这 · 昨天. 66.3万 1286. 01:28:33. 【2024年元宵节专场全程回顾】“终于上新段子了！ ”《富贵人生》+《四大传说》+《负荆请罪》 郭德纲 于 …',\n",
       "  'url': 'https://www.bilibili.com/v/channel/8892/'}]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests\n",
    "import json\n",
    "from langchain.agents import tool\n",
    "# SearXNG 的实例 URL，你可以使用官方实例或自托管实例\n",
    "@tool\n",
    "def searxng_search(query):\n",
    "    \"\"\"输入搜索内容，使用 SearXNG 进行搜索。\"\"\"\n",
    "    SEARXNG_URL = 'http://127.0.0.1:6688/search'\n",
    "    params = {}\n",
    "    # 设置搜索参数\n",
    "    params['q'] = query\n",
    "    params['format'] = 'json'  # 返回 JSON 格式的结果\n",
    "    params['engines'] = 'bing'\n",
    "    # 发送 GET 请求\n",
    "    response = requests.get(SEARXNG_URL,params)\n",
    "    #return response.text\n",
    "    # 检查响应状态码\n",
    "    if response.status_code == 200:\n",
    "        res = response.json()\n",
    "        # print(res)\n",
    "        resList = []\n",
    "        for item in res['results']:\n",
    "            resList.append({\n",
    "                \"title\":item['title'],\n",
    "                \"content\":item['content'],\n",
    "                \"url\":item['url']\n",
    "            })\n",
    "            if len(resList) >= 3:\n",
    "                break\n",
    "        return resList \n",
    "    else:\n",
    "        response.raise_for_status()\n",
    "        \n",
    "searxng_search.invoke(\"郭德纲\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "6819308e-9e8a-4020-9256-db2ffe3a9202",
   "metadata": {},
   "outputs": [],
   "source": [
    "promptTemplate = \"\"\"尽可能的帮助用户回答任何问题。\n",
    "\n",
    "您可以使用以下工具来帮忙解决问题，如果已经知道了答案，也可以直接回答：\n",
    "\n",
    "searxng_search : searxng_search(query) -> 输入搜索内容，使用 SearXNG 进行搜索。\n",
    "\n",
    "回复格式说明\n",
    "----------------------------\n",
    "\n",
    "回复我时，请以以下两种格式之一输出回复：\n",
    "\n",
    "选项 1：如果您希望人类使用工具，请使用此选项。\n",
    "采用以下JSON模式格式化的回复内容,回复的格式里不要有注释内容：\n",
    "\n",
    "```json\n",
    "{{\n",
    "    \"reason\": string, \\\\ 叙述使用工具的原因\n",
    "    \"action\": \"searxng_search\", \\\\ 要使用的工具。 必须是 searxng_search\n",
    "    \"action_input\": string \\\\ 工具的输入\n",
    "}}\n",
    "````\n",
    "\n",
    "选项2：如果您认为你已经有答案或者已经通过使用工具找到了答案，想直接对人类做出反应，请使用此选项。 采用以下JSON模式格式化的回复内容,回复的格式里不要有注释内容：\n",
    "\n",
    "```json\n",
    "{{\n",
    "  \"action\": \"Final Answer\",\n",
    "  \"answer\": string \\\\最终答复问题的答案放到这里！\n",
    "}}\n",
    "````\n",
    "\n",
    "用户的输入\n",
    "--------------------\n",
    "这是用户的输入（请记住通过单个选项，以JSON模式格式化的回复内容,回复的格式里不要有注释内容，不要回复其他内容）：\n",
    "\n",
    "{input}\n",
    "\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f347e512-04b9-4996-95ce-039eeed8bc52",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder\n",
    "\n",
    "prompt = ChatPromptTemplate.from_messages(\n",
    "    [\n",
    "        (\n",
    "            \"system\",\n",
    "            \"你是非常强大的助手，你可以使用各种工具来完成人类交给的问题和任务。\",\n",
    "        ),\n",
    "        (\"user\", promptTemplate),\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "3b5cc0a7-faaf-45be-9dcc-56a756d09b67",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain.agents.agent import AgentOutputParser\n",
    "from langchain_core.output_parsers.json import parse_json_markdown\n",
    "from langchain_core.exceptions import OutputParserException\n",
    "from langchain_core.agents import AgentAction, AgentFinish\n",
    "from langchain_core.output_parsers import StrOutputParser\n",
    "class JSONAgentOutputParser(AgentOutputParser):\n",
    "\n",
    "    def parse(self, text):\n",
    "        try:\n",
    "            response = parse_json_markdown(text)\n",
    "            if isinstance(response, list):\n",
    "                # 经常忽略发出单个动作的指令\n",
    "                logger.warning(\"Got multiple action responses: %s\", response)\n",
    "                response = response[0]\n",
    "            if response[\"action\"] == \"Final Answer\":\n",
    "                return AgentFinish({\"output\": response[\"answer\"]}, text)\n",
    "            else:\n",
    "                return AgentAction(\n",
    "                    response[\"action\"], response.get(\"action_input\", {}), text\n",
    "                )\n",
    "        except Exception as e:\n",
    "            raise OutputParserException(f\"Could not parse LLM output: {text}\") from e\n",
    "\n",
    "    @property\n",
    "    def _type(self) -> str:\n",
    "        return \"json-agent\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "64758699-457f-4b36-9bb7-904642d70e48",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AIMessage(content='{\\n  \"action\": \"searxng_search\",\\n  \"reason\": \"查询小米su7的发布时间\",\\n  \"action_input\": \"小米su7 发布时间\"\\n}', response_metadata={'token_usage': {'completion_tokens': 46, 'prompt_tokens': 46, 'total_tokens': 92}, 'model_name': 'gpt-3.5-turbo', 'system_fingerprint': None, 'finish_reason': 'stop', 'logprobs': None})"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_parser = StrOutputParser()\n",
    "chain1 = prompt | llm \n",
    "\n",
    "chain1.invoke({\"input\":\"小米su7的发布时间\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "ecbf1d44-1114-46fd-8514-5aadc86eeab1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AIMessage(content='{\\n  \"action\": \"Final Answer\",\\n  \"answer\": \"为什么中国人都喜欢用筷子呢？因为西方人发明了刀叉。\"\\n}', response_metadata={'token_usage': {'completion_tokens': 36, 'prompt_tokens': 36, 'total_tokens': 72}, 'model_name': 'gpt-3.5-turbo', 'system_fingerprint': None, 'finish_reason': 'stop', 'logprobs': None})"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chain1.invoke({\"input\":\"请使用中文给我讲个笑话吧？\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "ddae826c-e123-4e43-b9ec-218e019360b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "promptTemplate = \"\"\"使用浏览器获取的搜索内容：\n",
    "---------------------\n",
    "{observation}\n",
    "---------------------\n",
    "请根据浏览器的响应，回答下面的问题：\n",
    "\n",
    "{input}\"\"\"\n",
    "\n",
    "prompt2 = ChatPromptTemplate.from_messages(\n",
    "    [\n",
    "        (\n",
    "            \"system\",\n",
    "            \"你是非常强大的助手，你可以使用各种工具来完成人类交给的问题和任务。\",\n",
    "        ),\n",
    "        (\"user\", promptTemplate),\n",
    "    ]\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "df4e56ff-3f86-40b1-a354-2e8d41109e88",
   "metadata": {},
   "outputs": [],
   "source": [
    "chain2 =   prompt2 | llm "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "a42cb1c1-e1a6-472e-999f-df6c18024fda",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'title': '不负三年之约：小米汽车 SU7 官宣 3 月 28 日正式上市，上市 ...',\n",
       "  'content': '小米汽车发布会官宣定档 3 月 28 日，全国 29 城，59 家门店同步开启小米 SU7 预约。 作为小米汽车首款产品，小米 SU7 定位轿跑车型，该车拥有运动化的外观和科技感十足的内饰，单电机版 299 马力，双电机版 673 马力，续航可达 668-800km。',\n",
       "  'url': 'https://www.ithome.com/0/755/070.htm'},\n",
       " {'title': '小米汽车宣布发布会时刻：3月28日晚7点见！ - 知乎专栏',\n",
       "  'content': '小米汽车官宣小米SU7上市发布会精确时间，3月28日晚上7点。并称小米SU7准备好了，人车家全生态准备好了，小米汽车工厂准备好了，上市即交付，交付即商量。 从小米汽车官方信息来看，小米汽车是做好了一切…',\n",
       "  'url': 'https://zhuanlan.zhihu.com/p/688867140'},\n",
       " {'title': '雷军宣布「小米 SU7 将于 3 月 28 日正式发布」，哪些信息 ...',\n",
       "  'content': '发布微博称， “3月28日，小米SU7正式发布，这是我们的三年之约。 ”小米汽车官方微博称，上市即交付，交付即上量。 [图片] [图片]… 显示全部 . 关注者. 16. 被浏览. 7,892. 关注问题. 写回答. 邀请回答. 好问题. 添加评论. 分享. 12 个回答. 默认排序. 刘长江长. 心里总有个梦想，像英雄一样的走过这世 …',\n",
       "  'url': 'https://www.zhihu.com/question/648170850'}]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = searxng_search.invoke(\"小米su7 发布时间\")\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "2dd8d8ce-dad9-4a72-b26c-40ba0e285412",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AIMessage(content='小米 SU7 的发布时间是 3 月 28 日。', response_metadata={'token_usage': {'completion_tokens': 14, 'prompt_tokens': 14, 'total_tokens': 28}, 'model_name': 'gpt-3.5-turbo', 'system_fingerprint': None, 'finish_reason': 'stop', 'logprobs': None})"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chain2.invoke({\"input\":\"小米su7的发布时间\",\"observation\":result})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "0c9b9c27-bfb4-4114-a607-2d79baafe658",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langgraph.graph import END, MessageGraph\n",
    "\n",
    "graph = MessageGraph()\n",
    "\n",
    "graph.add_node(\"chain\", chain1)\n",
    "graph.add_edge(\"chain\", END)\n",
    "\n",
    "graph.set_entry_point(\"chain\")\n",
    "\n",
    "runnable1 = graph.compile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "dc492b8f-20d0-4a14-9d1c-ee9e8e17846f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "\n",
    "Image(runnable1.get_graph().draw_png())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "9fd3ceb2-e0a3-4fb6-8577-9428b7436637",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[HumanMessage(content='小米su7的发布时间', id='91444156-03ad-4be9-988c-10788ddb56c3'),\n",
       " AIMessage(content='{\\n  \"action\": \"searxng_search\",\\n  \"reason\": \"查询小米su7的发布时间，需要使用搜索引擎获取相关信息。\",\\n  \"action_input\": \"小米su7 发布时间\"\\n}', response_metadata={'token_usage': {'completion_tokens': 54, 'prompt_tokens': 54, 'total_tokens': 108}, 'model_name': 'gpt-3.5-turbo', 'system_fingerprint': None, 'finish_reason': 'stop', 'logprobs': None}, id='3d65483c-7fe2-4152-b333-bac3a723ec13')]"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# promptValue = prompt.invoke({\"input\":\"小米su7的发布时间\"})\n",
    "from langchain_core.messages import HumanMessage\n",
    "runnable1.invoke(HumanMessage(\"小米su7的发布时间\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "55fc061d-d85e-4ffc-8aff-e3d9c507c63d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def process(state):\n",
    "    print(state)\n",
    "    content = state[-1].content\n",
    "    return {\"input\":state[0].content,\"observation\":content}\n",
    "\n",
    "chain2 =  process | prompt2 | llm "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "b6cbb99d-609a-41c7-a09d-59784ad78708",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langgraph.graph import END, MessageGraph\n",
    "\n",
    "graph = MessageGraph()\n",
    "\n",
    "def tool(state):\n",
    "    print(state)\n",
    "    content = state[-1].content\n",
    "    response = parse_json_markdown(content)\n",
    "\n",
    "    result = searxng_search.invoke(response[\"action_input\"])\n",
    "    return HumanMessage(result)\n",
    "\n",
    "graph.add_node(\"chain1\", chain1)\n",
    "graph.add_node(\"tool\",tool)\n",
    "graph.add_node(\"chain2\", chain2)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# 设置开始\n",
    "graph.set_entry_point(\"chain1\")\n",
    "\n",
    "# 设置条件边\n",
    "def router(state):\n",
    "    print(state)\n",
    "    content = state[-1].content\n",
    "    response = parse_json_markdown(content)\n",
    "    if response[\"action\"] == \"Final Answer\":\n",
    "        return \"end\"\n",
    "    else:\n",
    "        return \"tool\"\n",
    "graph.add_conditional_edges(\"chain1\", router, {\n",
    "    \"tool\": \"tool\",\n",
    "    \"end\": END,\n",
    "})\n",
    "\n",
    "graph.add_edge(\"tool\", \"chain2\")\n",
    "graph.add_edge(\"chain2\", END)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "runnable2 = graph.compile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "214d73bf-c3d7-4540-b675-7b9d961c8f92",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "aa134eba-8a89-4bdd-b3d2-f1bd4c9157d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "\n",
    "Image(runnable2.get_graph().draw_png())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "24b2e4b5-7e70-4bcb-a08b-e15fff9768c8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "eac3465e-b469-4638-8561-8e1c5d27bb30",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[HumanMessage(content='小米su7的发布时间', id='93975606-8668-4993-b204-a03a11807f13'), AIMessage(content='{\\n  \"action\": \"searxng_search\",\\n  \"reason\": \"查询小米su7的发布时间，需要搜索相关资讯。\",\\n  \"action_input\": \"小米su7 发布时间\"\\n}', response_metadata={'token_usage': {'completion_tokens': 52, 'prompt_tokens': 52, 'total_tokens': 104}, 'model_name': 'gpt-3.5-turbo', 'system_fingerprint': None, 'finish_reason': 'stop', 'logprobs': None}, id='3b821b2a-4dd8-4b04-9690-669f586679a7')]\n",
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      "[HumanMessage(content='小米su7的发布时间', id='93975606-8668-4993-b204-a03a11807f13'), AIMessage(content='{\\n  \"action\": \"searxng_search\",\\n  \"reason\": \"查询小米su7的发布时间，需要搜索相关资讯。\",\\n  \"action_input\": \"小米su7 发布时间\"\\n}', response_metadata={'token_usage': {'completion_tokens': 52, 'prompt_tokens': 52, 'total_tokens': 104}, 'model_name': 'gpt-3.5-turbo', 'system_fingerprint': None, 'finish_reason': 'stop', 'logprobs': None}, id='3b821b2a-4dd8-4b04-9690-669f586679a7'), HumanMessage(content=[{'title': '不负三年之约：小米汽车 SU7 官宣 3 月 28 日正式上市，上市 ...', 'content': '小米汽车发布会官宣定档 3 月 28 日，全国 29 城，59 家门店同步开启小米 SU7 预约。 作为小米汽车首款产品，小米 SU7 定位轿跑车型，该车拥有运动化的外观和科技感十足的内饰，单电机版 299 马力，双电机版 673 马力，续航可达 668-800km。', 'url': 'https://www.ithome.com/0/755/070.htm'}, {'title': '小米汽车宣布发布会时刻：3月28日晚7点见！ - 知乎专栏', 'content': '小米汽车官宣小米SU7上市发布会精确时间，3月28日晚上7点。并称小米SU7准备好了，人车家全生态准备好了，小米汽车工厂准备好了，上市即交付，交付即商量。 从小米汽车官方信息来看，小米汽车是做好了一切…', 'url': 'https://zhuanlan.zhihu.com/p/688867140'}, {'title': '雷军宣布「小米 SU7 将于 3 月 28 日正式发布」，哪些信息 ...', 'content': '发布微博称， “3月28日，小米SU7正式发布，这是我们的三年之约。 ”小米汽车官方微博称，上市即交付，交付即上量。 [图片] [图片]… 显示全部 . 关注者. 16. 被浏览. 7,892. 关注问题. 写回答. 邀请回答. 好问题. 添加评论. 分享. 12 个回答. 默认排序. 刘长江长. 心里总有个梦想，像英雄一样的走过这世 …', 'url': 'https://www.zhihu.com/question/648170850'}], id='90f659a3-0581-4ef2-8cf4-e36fbb2569cf')]\n"
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       " HumanMessage(content=[{'title': '不负三年之约：小米汽车 SU7 官宣 3 月 28 日正式上市，上市 ...', 'content': '小米汽车发布会官宣定档 3 月 28 日，全国 29 城，59 家门店同步开启小米 SU7 预约。 作为小米汽车首款产品，小米 SU7 定位轿跑车型，该车拥有运动化的外观和科技感十足的内饰，单电机版 299 马力，双电机版 673 马力，续航可达 668-800km。', 'url': 'https://www.ithome.com/0/755/070.htm'}, {'title': '小米汽车宣布发布会时刻：3月28日晚7点见！ - 知乎专栏', 'content': '小米汽车官宣小米SU7上市发布会精确时间，3月28日晚上7点。并称小米SU7准备好了，人车家全生态准备好了，小米汽车工厂准备好了，上市即交付，交付即商量。 从小米汽车官方信息来看，小米汽车是做好了一切…', 'url': 'https://zhuanlan.zhihu.com/p/688867140'}, {'title': '雷军宣布「小米 SU7 将于 3 月 28 日正式发布」，哪些信息 ...', 'content': '发布微博称， “3月28日，小米SU7正式发布，这是我们的三年之约。 ”小米汽车官方微博称，上市即交付，交付即上量。 [图片] [图片]… 显示全部 . 关注者. 16. 被浏览. 7,892. 关注问题. 写回答. 邀请回答. 好问题. 添加评论. 分享. 12 个回答. 默认排序. 刘长江长. 心里总有个梦想，像英雄一样的走过这世 …', 'url': 'https://www.zhihu.com/question/648170850'}], id='90f659a3-0581-4ef2-8cf4-e36fbb2569cf'),\n",
       " AIMessage(content='小米 SU7 的发布时间是 3 月 28 日。', response_metadata={'token_usage': {'completion_tokens': 14, 'prompt_tokens': 14, 'total_tokens': 28}, 'model_name': 'gpt-3.5-turbo', 'system_fingerprint': None, 'finish_reason': 'stop', 'logprobs': None}, id='8b6860c5-382a-4786-be8d-9b90224dabce')]"
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